Abstract
Objectives
Identification of children with sepsis-associated multiple organ dysfunction syndrome (MODS) at risk for poor outcomes remains a challenge. We sought to the determine reproducibility of the data-driven "persistent hypoxemia, encephalopathy, and shock" (PHES) phenotype and determine its association with inflammatory and endothelial biomarkers, as well as biomarker-based pediatric risk strata.Design
We retrained and validated a random forest classifier using organ dysfunction subscores in the 2012-2018 electronic health record (EHR) dataset used to derive the PHES phenotype. We used this classifier to assign phenotype membership in a test set consisting of prospectively (2003-2023) enrolled pediatric septic shock patients. We compared profiles of the PERSEVERE family of biomarkers among those with and without the PHES phenotype and determined the association with established biomarker-based mortality and MODS risk strata.Setting
Twenty-five PICUs across the United States.Patients
EHR data from 15,246 critically ill patients with sepsis-associated MODS split into derivation and validation sets and 1,270 pediatric septic shock patients in the test set of whom 615 had complete biomarker data.Interventions
None.Measurements and main results
The area under the receiver operator characteristic curve of the modified classifier to predict PHES phenotype membership was 0.91 (95% CI, 0.90-0.92) in the EHR validation set. In the test set, PHES phenotype membership was associated with both increased adjusted odds of complicated course (adjusted odds ratio [aOR] 4.1; 95% CI, 3.2-5.4) and 28-day mortality (aOR of 4.8; 95% CI, 3.11-7.25) after controlling for age, severity of illness, and immunocompromised status. Patients belonging to the PHES phenotype were characterized by greater degree of systemic inflammation and endothelial activation, and were more likely to be stratified as high risk based on PERSEVERE biomarkers predictive of death and persistent MODS.Conclusions
The PHES trajectory-based phenotype is reproducible, independently associated with poor clinical outcomes, and overlapped with higher risk strata based on prospectively validated biomarker approaches.Full text links
Read article at publisher's site: https://doi.org/10.1097/pcc.0000000000003499
Read article for free, from open access legal sources, via Unpaywall: https://journals.lww.com/pccmjournal/fulltext/9900/biomarker_assessment_of_a_high_risk,_data_driven.322.aspx
References
Articles referenced by this article (11)
Prospective clinical testing and experimental validation of the Pediatric Sepsis Biomarker Risk Model.
Sci Transl Med, (518):eaax9000 2019
MED: 31723040
Integrated PERSEVERE and endothelial biomarker risk model predicts death and persistent MODS in pediatric septic shock: a secondary analysis of a prospective observational study.
Crit Care, (1):210 2022
MED: 35818064
Global epidemiology of pediatric severe sepsis: the sepsis prevalence, outcomes, and therapies study.
Am J Respir Crit Care Med, (10):1147-1157 2015
MED: 25734408
Development and validation of novel sepsis subphenotypes using trajectories of vital signs.
Intensive Care Med, (11):1582-1592 2022
MED: 36152041
Leveraging Data Science and Novel Technologies to Develop and Implement Precision Medicine Strategies in Critical Care.
Crit Care Clin, (4):627-646 2023
MED: 37704331
Subphenotypes in acute respiratory distress syndrome: latent class analysis of data from two randomised controlled trials.
Lancet Respir Med, (8):611-620 2014
MED: 24853585
Derivation, Validation, and Clinical Relevance of a Pediatric Sepsis Phenotype With Persistent Hypoxemia, Encephalopathy, and Shock.
Pediatr Crit Care Med, (10):795-806 2023
MED: 37272946
Developing a clinically feasible personalized medicine approach to pediatric septic shock.
Am J Respir Crit Care Med, (3):309-315 2015
MED: 25489881
Mortality Risk in Pediatric Sepsis Based on C-reactive Protein and Ferritin Levels.
Pediatr Crit Care Med, (12):968-979 2022
MED: 36178701
Show 1 more reference (10 of 11)
Citations & impact
This article has not been cited yet.
Impact metrics
Alternative metrics
Discover the attention surrounding your research
https://www.altmetric.com/details/160838611
Similar Articles
To arrive at the top five similar articles we use a word-weighted algorithm to compare words from the Title and Abstract of each citation.
Derivation and Validation of Novel Phenotypes of Multiple Organ Dysfunction Syndrome in Critically Ill Children.
JAMA Netw Open, 3(8):e209271, 03 Aug 2020
Cited by: 32 articles | PMID: 32780121 | PMCID: PMC7420303
Pediatric Sepsis Biomarker Risk Model-II: Redefining the Pediatric Sepsis Biomarker Risk Model With Septic Shock Phenotype.
Crit Care Med, 44(11):2010-2017, 01 Nov 2016
Cited by: 65 articles | PMID: 27513537 | PMCID: PMC5201138
The Third International Consensus Definitions for Sepsis and Septic Shock (Sepsis-3).
JAMA, 315(8):801-810, 01 Feb 2016
Cited by: 10733 articles | PMID: 26903338 | PMCID: PMC4968574
Funding
Funders who supported this work.
NICHD NIH HHS (3)
Grant ID: R21 HD096402
Grant ID: R01 HD113695
Grant ID: R01 HD105939
NIGMS NIH HHS (2)
Grant ID: R21 GM151703
Grant ID: R01 GM139967